Model-Based Diagnosis

From Logic to Learning: Rethinking Programming for the AI Era featured image

From Logic to Learning: Rethinking Programming for the AI Era

In this talk, I will present approaches that leverage the precision of formal logic and the adaptability of learning-based models to enable intelligent code generation, automated …

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Pedro Orvalho
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Counterexample Guided Program Repair Using Large Language Models and MaxSAT-based Fault Localization featured image

Counterexample Guided Program Repair Using Large Language Models and MaxSAT-based Fault Localization

In this talk I will present a hybrid method to automated repair of C code, using Maximum Satisfiability (MaxSAT)-based fault localization, CFaults, to localize bugs and LLMs to …

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Pedro Orvalho
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MENTOR: Automated Feedback for Introductory Programming Exercises featured image

MENTOR: Automated Feedback for Introductory Programming Exercises

In my talk, I will present MENTOR, a semantic automated program repair (APR) framework designed to provide Automated Feedback for Introductory Programming Exercises.

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Pedro Orvalho
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MENTOR: Automated Feedback for Introductory Programming Exercises featured image

MENTOR: Automated Feedback for Introductory Programming Exercises

This PhD thesis presents MENTOR, a semantic automated program repair (APR) framework designed to provide Automated Feedback for Introductory Programming Exercises.

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Pedro Orvalho
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Counterexample Guided Program Repair Using Zero-Shot Learning and MaxSAT-based Fault Localization featured image

Counterexample Guided Program Repair Using Zero-Shot Learning and MaxSAT-based Fault Localization

In this talk I will present our novel approach that combines the strengths of both FM-based fault localization and LLMs, via zero-shot learning, to enhance Automated Program …

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Pedro Orvalho
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Counterexample Guided Program Repair Using Zero-Shot Learning and MaxSAT-based Fault Localization featured image

Counterexample Guided Program Repair Using Zero-Shot Learning and MaxSAT-based Fault Localization

In this paper, we propose a novel approach that combines the strengths of both FM-based fault localization and LLMs, via zero-shot learning, to enhance APR for IPAs. Our method …

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Pedro Orvalho
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Model-Based Diagnosis for Software featured image

Model-Based Diagnosis for Software

Localising system faults has long been recognised as one of the most time-consuming and costly tasks in software engineering. Given a buggy system, fault localisation (FL) refers …

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Pedro Orvalho
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📄 Paper accepted @ AAAI 2025!! 🎉 featured image

📄 Paper accepted @ AAAI 2025!! 🎉

I am very happy to share that our paper that combines the strengths of both MaxSAT-based fault localisation and Large Language Models, via zero-shot learning, to enhance automated …

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Pedro Orvalho
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LLM-Driven Automated Program Repair Using MaxSAT-based Fault Localization featured image

LLM-Driven Automated Program Repair Using MaxSAT-based Fault Localization

In this talk I will present a hybrid method to automated repair of C code, using Maximum Satisfiability (MaxSAT)-based fault localization, CFaults, to localize bugs and LLMs to …

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Pedro Orvalho
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Automated Feedback for Introductory Programming Exercises featured image

Automated Feedback for Introductory Programming Exercises

Delivering valuable and personalised feedback to students remains one of the greatest challenges in programming education, particularly in courses with large enrollments. Providing …

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Pedro Orvalho
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CFaults: Model-Based Diagnosis for Fault Localization in C with Multiple Test Cases featured image

CFaults: Model-Based Diagnosis for Fault Localization in C with Multiple Test Cases

In this talk I will introduce a novel fault localization approach for C programs with multiple faults. CFaults leverages Model-Based Diagnosis (MBD) with multiple observations and …

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Pedro Orvalho
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CFaults: Model-Based Diagnosis for Fault Localization in C with Multiple Test Cases featured image

CFaults: Model-Based Diagnosis for Fault Localization in C with Multiple Test Cases

This paper introduces a novel fault localization approach for C programs with multiple faults. CFaults leverages Model-Based Diagnosis (MBD) with multiple observations and …

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Pedro Orvalho
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